Privacy in Fine-tuning Large Language Models: Attacks, Defenses, and Future Directions Dec 21, 2024 Federated Learning Privacy Preserving
— Unverified Fed-ZOE: Communication-Efficient Over-the-Air Federated Learning via Zeroth-Order Estimation Dec 21, 2024 Computational Efficiency Federated Learning
— Unverified Differentially Private Federated Learning of Diffusion Models for Synthetic Tabular Data Generation Dec 20, 2024 Denoising Federated Learning
— Unverified AutoRank: MCDA Based Rank Personalization for LoRA-Enabled Distributed Learning Dec 20, 2024 Federated Learning
— Unverified DualGFL: Federated Learning with a Dual-Level Coalition-Auction Game Dec 20, 2024 Attribute Federated Learning
— Unverified The Impact of Cut Layer Selection in Split Federated Learning Dec 20, 2024 Federated Learning
— Unverified Summary of Point Transformer with Federated Learning for Predicting Breast Cancer HER2 Status from Hematoxylin and Eosin-Stained Whole Slide Images Dec 19, 2024 Federated Learning whole slide images
— Unverified LoLaFL: Low-Latency Federated Learning via Forward-only Propagation Dec 19, 2024 Federated Learning
— Unverified FLAMe: Federated Learning with Attention Mechanism using Spatio-Temporal Keypoint Transformers for Pedestrian Fall Detection in Smart Cities Dec 19, 2024 Federated Learning
— Unverified FedPIA -- Permuting and Integrating Adapters leveraging Wasserstein Barycenters for Finetuning Foundation Models in Multi-Modal Federated Learning Dec 19, 2024 Federated Learning parameter-efficient fine-tuning
— Unverified Federated Learning for Coronary Artery Plaque Detection in Atherosclerosis Using IVUS Imaging: A Multi-Hospital Collaboration Dec 19, 2024 Computational Efficiency Data Integration
— Unverified Robust Federated Learning in the Face of Covariate Shift: A Magnitude Pruning with Hybrid Regularization Framework for Enhanced Model Aggregation Dec 19, 2024 Federated Learning
— Unverified FedSTaS: Client Stratification and Client Level Sampling for Efficient Federated Learning Dec 18, 2024 Federated Learning Privacy Preserving
— Unverified Federated Unlearning Model Recovery in Data with Skewed Label Distributions Dec 18, 2024 Denoising Federated Learning
— Unverified On the Robustness of Distributed Machine Learning against Transfer Attacks Dec 18, 2024 Federated Learning
Code Code Available Federated Source-free Domain Adaptation for Classification: Weighted Cluster Aggregation for Unlabeled Data Dec 18, 2024 Domain Adaptation Federated Learning
— Unverified Federated Learning and RAG Integration: A Scalable Approach for Medical Large Language Models Dec 18, 2024 Federated Learning Privacy Preserving
— Unverified Rehearsal-Free Continual Federated Learning with Synergistic Synaptic Intelligence Dec 18, 2024 Federated Learning Novel Concepts
— Unverified Federated t-SNE and UMAP for Distributed Data Visualization Dec 18, 2024 Clustering Data Visualization
— Unverified Covariances for Free: Exploiting Mean Distributions for Federated Learning with Pre-Trained Models Dec 18, 2024 Federated Learning
Code Code Available SplitFedZip: Learned Compression for Data Transfer Reduction in Split-Federated Learning Dec 18, 2024 Federated Learning Image Segmentation
Code Code Available Building Gradient Bridges: Label Leakage from Restricted Gradient Sharing in Federated Learning Dec 17, 2024 Federated Learning
— Unverified Concurrent vertical and horizontal federated learning with fuzzy cognitive maps Dec 17, 2024 Federated Learning
— Unverified Non-Convex Optimization in Federated Learning via Variance Reduction and Adaptive Learning Dec 16, 2024 Federated Learning image-classification
— Unverified FedCAR: Cross-client Adaptive Re-weighting for Generative Models in Federated Learning Dec 16, 2024 Federated Learning Image Generation
Code Code Available Federated Domain Generalization with Label Smoothing and Balanced Decentralized Training Dec 16, 2024 Domain Generalization Federated Learning
— Unverified TRAIL: Trust-Aware Client Scheduling for Semi-Decentralized Federated Learning Dec 16, 2024 Federated Learning Scheduling
— Unverified Vertical Federated Unlearning via Backdoor Certification Dec 16, 2024 Federated Learning Vertical Federated Learning
Code Code Available Information-Geometric Barycenters for Bayesian Federated Learning Dec 16, 2024 Bayesian Inference Distributed Optimization
— Unverified Just a Simple Transformation is Enough for Data Protection in Vertical Federated Learning Dec 16, 2024 Federated Learning Privacy Preserving Deep Learning
Code Code Available Efficiently Achieving Secure Model Training and Secure Aggregation to Ensure Bidirectional Privacy-Preservation in Federated Learning Dec 16, 2024 Federated Learning Privacy Preserving
— Unverified UA-PDFL: A Personalized Approach for Decentralized Federated Learning Dec 16, 2024 Federated Learning Privacy Preserving
— Unverified Modeling Inter-Intra Heterogeneity for Graph Federated Learning Dec 16, 2024 Federated Learning
Code Code Available F-RBA: A Federated Learning-based Framework for Risk-based Authentication Dec 16, 2024 Anomaly Detection Feature Engineering
— Unverified ProFe: Communication-Efficient Decentralized Federated Learning via Distillation and Prototypes Dec 15, 2024 Federated Learning Knowledge Distillation
— Unverified Predicting Survival of Hemodialysis Patients using Federated Learning Dec 14, 2024 Federated Learning
— Unverified Task Diversity in Bayesian Federated Learning: Simultaneous Processing of Classification and Regression Dec 14, 2024 Computational Efficiency Diversity
Code Code Available Adaptive Quantization Resolution and Power Control for Federated Learning over Cell-free Networks Dec 14, 2024 Federated Learning Quantization
— Unverified Federated Learning of Dynamic Bayesian Network via Continuous Optimization from Time Series Data Dec 13, 2024 Causal Discovery Federated Learning
Code Code Available ExclaveFL: Providing Transparency to Federated Learning using Exclaves Dec 13, 2024 Federated Learning
— Unverified Client-Side Patching against Backdoor Attacks in Federated Learning Dec 13, 2024 Federated Learning
— Unverified Deep Learning Model Security: Threats and Defenses Dec 12, 2024 Data Poisoning Deep Learning
— Unverified Predicting Quality of Video Gaming Experience Using Global-Scale Telemetry Data and Federated Learning Dec 12, 2024 Federated Learning
— Unverified Federated In-Context LLM Agent Learning Dec 11, 2024 Federated Learning In-Context Learning
— Unverified dsLassoCov: a federated machine learning approach incorporating covariate control Dec 11, 2024 Federated Learning Privacy Preserving
— Unverified How Does the Smoothness Approximation Method Facilitate Generalization for Federated Adversarial Learning? Dec 11, 2024 Federated Learning
— Unverified Benchmarking Federated Learning for Semantic Datasets: Federated Scene Graph Generation Dec 11, 2024 Benchmarking Federated Learning
Code Code Available Federated Learning for Traffic Flow Prediction with Synthetic Data Augmentation Dec 11, 2024 Data Augmentation Federated Learning
— Unverified A Tutorial of Personalized Federated Recommender Systems: Recent Advances and Future Directions Dec 11, 2024 Federated Learning Recommendation Systems
— Unverified Learn How to Query from Unlabeled Data Streams in Federated Learning Dec 11, 2024 Benchmarking Decision Making
Code Code Available 